Pandas Profiling Report

Dataset statistics

Number of variables	22
Number of observations	1801
Missing cells	10061
Missing cells (%)	25.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	559.8 KiB
Average record size in memory	318.3 B

Variable types

Categorical	2
Numeric	19
Unsupported	1

Alerts

`Country` has a high cardinality: 147 distinct values	High cardinality
`Country_Code` has a high cardinality: 147 distinct values	High cardinality
`Year` is highly overall correlated with `GDP_Per_Capita` and 3 other fields	High correlation
`Gross_Production` is highly overall correlated with `GDP` and 3 other fields	High correlation
`GDP` is highly overall correlated with `Gross_Production` and 9 other fields	High correlation
`GDP_Per_Capita` is highly overall correlated with `Year` and 8 other fields	High correlation
`No of frost days` is highly overall correlated with `Avg temperature` and 3 other fields	High correlation
`Avg temperature` is highly overall correlated with `No of frost days` and 4 other fields	High correlation
`Control of Corruption: Estimate` is highly overall correlated with `GDP_Per_Capita` and 5 other fields	High correlation
`Use of IMF credit (DOD, current US$)` is highly overall correlated with `GDP` and 1 other fields	High correlation
`Gross enrolment ratio, primary to tertiary, both sexes (%)` is highly overall correlated with `Year` and 9 other fields	High correlation
`Gross enrolment ratio, primary to tertiary, female (%)` is highly overall correlated with `Year` and 10 other fields	High correlation
`Gross enrolment ratio, primary to tertiary, male (%)` is highly overall correlated with `Year` and 10 other fields	High correlation
`Area` is highly overall correlated with `Gross_Production` and 2 other fields	High correlation
`Population` is highly overall correlated with `Gross_Production` and 3 other fields	High correlation
`Quality of trade- and transport-related infrastructure, score (1=low to 5=high)` is highly overall correlated with `GDP` and 8 other fields	High correlation
`Gini coefficient` is highly overall correlated with `No of frost days` and 1 other fields	High correlation
`Total Fertilizer Use` is highly overall correlated with `GDP` and 7 other fields	High correlation
`Agriculture Research Spending` is highly overall correlated with `Gross_Production` and 5 other fields	High correlation
`Gross_Prod_Per_Capita` is highly overall correlated with `GDP_Per_Capita` and 5 other fields	High correlation
`GDP` has 27 (1.5%) missing values	Missing
`GDP_Per_Capita` has 27 (1.5%) missing values	Missing
`Control of Corruption: Estimate` has 1059 (58.8%) missing values	Missing
`Use of IMF credit (DOD, current US$)` has 352 (19.5%) missing values	Missing
`Gross enrolment ratio, primary to tertiary, female (%)` has 473 (26.3%) missing values	Missing
`Gross enrolment ratio, primary to tertiary, male (%)` has 473 (26.3%) missing values	Missing
`Quality of trade- and transport-related infrastructure, score (1=low to 5=high)` has 1725 (95.8%) missing values	Missing
`Gini coefficient` has 1393 (77.3%) missing values	Missing
`Total Fertilizer Use` has 1284 (71.3%) missing values	Missing
`Agriculture Research Spending` has 1562 (86.7%) missing values	Missing
`GHI` has 1686 (93.6%) missing values	Missing
`Gross enrolment ratio, primary to tertiary, both sexes (%)` has unique values	Unique
`Gross_Prod_Per_Capita` has unique values	Unique
`GHI` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`No of frost days` has 988 (54.9%) zeros	Zeros
`Use of IMF credit (DOD, current US$)` has 242 (13.4%) zeros	Zeros
`Total Fertilizer Use` has 38 (2.1%) zeros	Zeros

Reproduction

Analysis started	2023-10-24 18:57:55.401369
Analysis finished	2023-10-24 18:58:48.619353
Duration	53.22 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

Country
Categorical

Distinct	147
Distinct (%)	8.2%
Missing	0
Missing (%)	0.0%
Memory size	128.2 KiB

Tunisia	37
Peru	35
Indonesia	34
Morocco	34
Colombia	34
Other values (142)	1627

Length

Max length	24
Median length	19
Mean length	7.8661855
Min length	4

Characters and Unicode

Total characters	14167
Distinct characters	51
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9 ?
Unique (%)	0.5%

Sample

1st row	Afghanistan
2nd row	Afghanistan
3rd row	Albania
4th row	Albania
5th row	Albania

Common Values

Value	Count	Frequency (%)
Tunisia	37	2.1%
Peru	35	1.9%
Indonesia	34	1.9%
Morocco	34	1.9%
Colombia	34	1.9%
Malawi	32	1.8%
Lesotho	32	1.8%
Jordan	32	1.8%
Philippines	32	1.8%
Mauritius	30	1.7%
Other values (137)	1469	81.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
republic	47	2.3%
tunisia	37	1.8%
peru	35	1.7%
indonesia	34	1.7%
morocco	34	1.7%
colombia	34	1.7%
malawi	32	1.6%
lesotho	32	1.6%
jordan	32	1.6%
philippines	32	1.6%
Other values (154)	1704	83.0%

Most occurring characters

Value	Count	Frequency (%)
a	2203	15.6%
i	1386	9.8%
n	1130	8.0%
e	894	6.3%
o	844	6.0%
r	816	5.8%
l	610	4.3%
u	579	4.1%
s	464	3.3%
d	421	3.0%
Other values (41)	4820	34.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	11855	83.7%
Uppercase Letter	2056	14.5%
Space Separator	252	1.8%
Dash Punctuation	4	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	2203	18.6%
i	1386	11.7%
n	1130	9.5%
e	894	7.5%
o	844	7.1%
r	816	6.9%
l	610	5.1%
u	579	4.9%
s	464	3.9%
d	421	3.6%
Other values (16)	2508	21.2%

Uppercase Letter

Value	Count	Frequency (%)
M	256	12.5%
C	181	8.8%
S	171	8.3%
B	161	7.8%
A	128	6.2%
P	124	6.0%
G	114	5.5%
I	111	5.4%
R	110	5.4%
T	109	5.3%
Other values (13)	591	28.7%

Space Separator

Value	Count	Frequency (%)
	252	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	13911	98.2%
Common	256	1.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	2203	15.8%
i	1386	10.0%
n	1130	8.1%
e	894	6.4%
o	844	6.1%
r	816	5.9%
l	610	4.4%
u	579	4.2%
s	464	3.3%
d	421	3.0%
Other values (39)	4564	32.8%

Common

Value	Count	Frequency (%)
	252	98.4%
-	4	1.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	14167	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	2203	15.6%
i	1386	9.8%
n	1130	8.0%
e	894	6.3%
o	844	6.0%
r	816	5.8%
l	610	4.3%
u	579	4.1%
s	464	3.3%
d	421	3.0%
Other values (41)	4820	34.0%

Year
Real number (ℝ)

Distinct	38
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1991.9106

Minimum	1970
Maximum	2007
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.9 KiB

Quantile statistics

Minimum	1970
5-th percentile	1972
Q1	1982
median	1994
Q3	2002
95-th percentile	2006
Maximum	2007
Range	37
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	11.450439
Coefficient of variation (CV)	0.0057484705
Kurtosis	-1.2608184
Mean	1991.9106
Median Absolute Deviation (MAD)	10
Skewness	-0.33795002
Sum	3587431
Variance	131.11256
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
2005	94	5.2%
2006	91	5.1%
2004	90	5.0%
2007	89	4.9%
2003	86	4.8%
2002	86	4.8%
2000	84	4.7%
1996	69	3.8%
1998	56	3.1%
1999	51	2.8%
Other values (28)	1005	55.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1970	15	0.8%
1971	41	2.3%
1972	35	1.9%
1973	38	2.1%
1974	36	2.0%
1975	38	2.1%
1976	40	2.2%
1977	39	2.2%
1978	37	2.1%
1979	40	2.2%

Value	Count	Frequency (%)
2007	89	4.9%
2006	91	5.1%
2005	94	5.2%
2004	90	5.0%
2003	86	4.8%
2002	86	4.8%
2001	48	2.7%
2000	84	4.7%
1999	51	2.8%
1998	56	3.1%

Gross_Production
Real number (ℝ)

Distinct	1799
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7813175.2

Minimum	3151
Maximum	3.864482 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	28.1 KiB

Quantile statistics

Minimum	3151
5-th percentile	53825
Q1	510608
median	1327755
Q3	4945471
95-th percentile	27352720
Maximum	3.864482 × 10⁸
Range	3.8644505 × 10⁸
Interquartile range (IQR)	4434863

Descriptive statistics

Standard deviation	25219620
Coefficient of variation (CV)	3.2278324
Kurtosis	87.249673
Mean	7813175.2
Median Absolute Deviation (MAD)	1158241
Skewness	8.0765269
Sum	1.4071529 × 10¹⁰
Variance	6.3602924 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3260	3	0.2%
2226346	1	0.1%
9341945	1	0.1%
512414	1	0.1%
526245	1	0.1%
567914	1	0.1%
816338	1	0.1%
6520025	1	0.1%
10580190	1	0.1%
9803666	1	0.1%
Other values (1789)	1789	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3151	1	0.1%
3260	3	0.2%
3284	1	0.1%
5888	1	0.1%
5914	1	0.1%
5949	1	0.1%
6033	1	0.1%
6054	1	0.1%
6176	1	0.1%
6273	1	0.1%

Value	Count	Frequency (%)
386448200	1	0.1%
380320200	1	0.1%
322771800	1	0.1%
271766600	1	0.1%
199926200	1	0.1%
192616000	1	0.1%
179084400	1	0.1%
175747700	1	0.1%
174290700	1	0.1%
169315100	1	0.1%

GDP
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1774
Distinct (%)	100.0%
Missing	27
Missing (%)	1.5%
Infinite	0
Infinite (%)	0.0%
Mean	9.5419667 × 10¹⁰

Minimum	76482103
Maximum	3.55034 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	28.1 KiB

Quantile statistics

Minimum	76482103
5-th percentile	4.6258371 × 10⁸
Q1	1.9327174 × 10⁹
median	7.1864388 × 10⁹
Q3	4.3050096 × 10¹⁰
95-th percentile	4.185521 × 10¹¹
Maximum	3.55034 × 10¹²
Range	3.5502635 × 10¹²
Interquartile range (IQR)	4.1117379 × 10¹⁰

Descriptive statistics

Standard deviation	3.0082453 × 10¹¹
Coefficient of variation (CV)	3.152647
Kurtosis	43.567069
Mean	9.5419667 × 10¹⁰
Median Absolute Deviation (MAD)	6.3608881 × 10⁹
Skewness	6.02812
Sum	1.6927449 × 10¹⁴
Variance	9.0495399 × 10²²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5226778809	1	0.1%
3105517091	1	0.1%
2885710609	1	0.1%
3851213728	1	0.1%
1009455484	1	0.1%
1488804124	1	0.1%
1792800000	1	0.1%
4140470000	1	0.1%
5224213018	1	0.1%
7.01408353 × 10¹⁰	1	0.1%
Other values (1764)	1764	97.9%
(Missing)	27	1.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
76482102.91	1	0.1%
80915831.92	1	0.1%
102244362.2	1	0.1%
102367039.3	1	0.1%
109157070.7	1	0.1%
110234939.8	1	0.1%
110900457	1	0.1%
111022090	1	0.1%
112133944.3	1	0.1%
121181556.2	1	0.1%

Value	Count	Frequency (%)
3.55034 × 10¹²	1	0.1%
3.10618 × 10¹²	1	0.1%
2.75213 × 10¹²	1	0.1%
2.71706 × 10¹²	1	0.1%
2.66059 × 10¹²	1	0.1%
2.54483 × 10¹²	1	0.1%
2.49724 × 10¹²	1	0.1%
2.42181 × 10¹²	1	0.1%
2.32054 × 10¹²	1	0.1%
2.2131 × 10¹²	1	0.1%

GDP_Per_Capita
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1774
Distinct (%)	100.0%
Missing	27
Missing (%)	1.5%
Infinite	0
Infinite (%)	0.0%
Mean	5257.306

Minimum	20.039529
Maximum	130655.64
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	28.1 KiB

Quantile statistics

Minimum	20.039529
5-th percentile	150.30498
Q1	337.57613
median	904.34843
Q3	3035.9299
95-th percentile	31105.259
Maximum	130655.64
Range	130635.6
Interquartile range (IQR)	2698.3538

Descriptive statistics

Standard deviation	12225.374
Coefficient of variation (CV)	2.3254066
Kurtosis	22.763385
Mean	5257.306
Median Absolute Deviation (MAD)	680.23413
Skewness	4.1567794
Sum	9326460.8
Variance	1.4945977 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
211.3820742	1	0.1%
852.466606	1	0.1%
754.8025687	1	0.1%
985.0477809	1	0.1%
241.8764121	1	0.1%
348.8646053	1	0.1%
410.7673844	1	0.1%
890.0054491	1	0.1%
1000.936715	1	0.1%
18794.43604	1	0.1%
Other values (1764)	1764	97.9%
(Missing)	27	1.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20.03952875	1	0.1%
22.20941504	1	0.1%
22.81397279	1	0.1%
27.46376418	1	0.1%
30.44526282	1	0.1%
31.23485178	1	0.1%
34.51653083	1	0.1%
34.73930543	1	0.1%
36.37603624	1	0.1%
36.45524107	1	0.1%

Value	Count	Frequency (%)
130655.637	1	0.1%
114374.2465	1	0.1%
105399.2605	1	0.1%
100289.243	1	0.1%
90788.80049	1	0.1%
89859.86537	1	0.1%
85139.96045	1	0.1%
74148.32008	1	0.1%
69495.72674	1	0.1%
66810.47852	1	0.1%

Country_Code
Categorical

Distinct	147
Distinct (%)	8.2%
Missing	0
Missing (%)	0.0%
Memory size	119.6 KiB

TUN	37
PER	35
IDN	34
MAR	34
COL	34
Other values (142)	1627

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	5403
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	9 ?
Unique (%)	0.5%

Sample

1st row	AFG
2nd row	AFG
3rd row	ALB
4th row	ALB
5th row	ALB

Common Values

Value	Count	Frequency (%)
TUN	37	2.1%
PER	35	1.9%
IDN	34	1.9%
MAR	34	1.9%
COL	34	1.9%
MWI	32	1.8%
LSO	32	1.8%
JOR	32	1.8%
PHL	32	1.8%
MUS	30	1.7%
Other values (137)	1469	81.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
tun	37	2.1%
per	35	1.9%
idn	34	1.9%
mar	34	1.9%
col	34	1.9%
mwi	32	1.8%
lso	32	1.8%
jor	32	1.8%
phl	32	1.8%
bfa	30	1.7%
Other values (137)	1469	81.6%

Most occurring characters

Value	Count	Frequency (%)
R	479	8.9%
M	392	7.3%
N	392	7.3%
A	383	7.1%
L	338	6.3%
E	289	5.3%
I	288	5.3%
G	270	5.0%
B	260	4.8%
S	258	4.8%
Other values (16)	2054	38.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	5403	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
R	479	8.9%
M	392	7.3%
N	392	7.3%
A	383	7.1%
L	338	6.3%
E	289	5.3%
I	288	5.3%
G	270	5.0%
B	260	4.8%
S	258	4.8%
Other values (16)	2054	38.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5403	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
R	479	8.9%
M	392	7.3%
N	392	7.3%
A	383	7.1%
L	338	6.3%
E	289	5.3%
I	288	5.3%
G	270	5.0%
B	260	4.8%
S	258	4.8%
Other values (16)	2054	38.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5403	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
R	479	8.9%
M	392	7.3%
N	392	7.3%
A	383	7.1%
L	338	6.3%
E	289	5.3%
I	288	5.3%
G	270	5.0%
B	260	4.8%
S	258	4.8%
Other values (16)	2054	38.0%

No of frost days
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	537
Distinct (%)	29.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4228706

Minimum	0
Maximum	19.79
Zeros	988
Zeros (%)	54.9%
Negative	0
Negative (%)	0.0%
Memory size	28.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2.57
95-th percentile	13.3
Maximum	19.79
Range	19.79
Interquartile range (IQR)	2.57

Descriptive statistics

Standard deviation	4.5149615
Coefficient of variation (CV)	1.8634761
Kurtosis	3.2526603
Mean	2.4228706
Median Absolute Deviation (MAD)	0
Skewness	2.0218838
Sum	4363.59
Variance	20.384878
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	988	54.9%
0.01	32	1.8%
0.02	14	0.8%
0.04	11	0.6%
0.2	8	0.4%
0.11	7	0.4%
0.1	6	0.3%
0.12	6	0.3%
0.06	6	0.3%
0.21	6	0.3%
Other values (527)	717	39.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	988	54.9%
0.01	32	1.8%
0.02	14	0.8%
0.03	4	0.2%
0.04	11	0.6%
0.05	4	0.2%
0.06	6	0.3%
0.07	6	0.3%
0.08	4	0.2%
0.09	2	0.1%

Value	Count	Frequency (%)
19.79	1	0.1%
19.76	1	0.1%
19.66	1	0.1%
19.58	1	0.1%
19.54	1	0.1%
19.48	1	0.1%
19.47	1	0.1%
19.46	1	0.1%
19.42	1	0.1%
19.36	1	0.1%

Precipitation
Real number (ℝ)

Distinct	1708
Distinct (%)	94.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	106.96175

Minimum	2.64
Maximum	369.49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	28.1 KiB

Quantile statistics

Minimum	2.64
5-th percentile	8.98
Q1	53.56
median	93.2
Q3	150.4
95-th percentile	259.89
Maximum	369.49
Range	366.85
Interquartile range (IQR)	96.84

Descriptive statistics

Standard deviation	73.76654
Coefficient of variation (CV)	0.68965342
Kurtosis	0.15799409
Mean	106.96175
Median Absolute Deviation (MAD)	48.33
Skewness	0.79778006
Sum	192638.12
Variance	5441.5024
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
57.5	3	0.2%
21.39	3	0.2%
70.27	3	0.2%
16.51	3	0.2%
60.33	3	0.2%
142.52	3	0.2%
23.31	3	0.2%
125.72	3	0.2%
59.04	2	0.1%
20.92	2	0.1%
Other values (1698)	1773	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.64	1	0.1%
2.86	1	0.1%
3.02	1	0.1%
3.07	1	0.1%
3.3	1	0.1%
3.52	1	0.1%
3.57	1	0.1%
3.59	1	0.1%
3.72	1	0.1%
3.74	1	0.1%

Value	Count	Frequency (%)
369.49	1	0.1%
359.57	1	0.1%
346.28	1	0.1%
343.35	1	0.1%
338.55	1	0.1%
331.14	1	0.1%
321.34	1	0.1%
320.97	1	0.1%
319.58	1	0.1%
317.44	1	0.1%

Avg temperature
Real number (ℝ)

Distinct	1157
Distinct (%)	64.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.817912

Minimum	-4.88
Maximum	29.09
Zeros	0
Zeros (%)	0.0%
Negative	20
Negative (%)	1.1%
Memory size	28.1 KiB

Quantile statistics

Minimum	-4.88
5-th percentile	5.84
Q1	15.22
median	22.54
Q3	25.35
95-th percentile	27.61
Maximum	29.09
Range	33.97
Interquartile range (IQR)	10.13

Descriptive statistics

Standard deviation	7.3339715
Coefficient of variation (CV)	0.37006781
Kurtosis	0.33377164
Mean	19.817912
Median Absolute Deviation (MAD)	3.51
Skewness	-1.0891837
Sum	35692.06
Variance	53.787137
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
25.53	6	0.3%
25.86	6	0.3%
25.17	6	0.3%
24.76	6	0.3%
25.5	6	0.3%
25.01	6	0.3%
26.25	5	0.3%
24.9	5	0.3%
25.3	5	0.3%
25.07	5	0.3%
Other values (1147)	1745	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.88	1	0.1%
-4.79	1	0.1%
-4.4	1	0.1%
-4.38	1	0.1%
-4.34	1	0.1%
-4.33	1	0.1%
-4.13	1	0.1%
-4.12	1	0.1%
-4.1	1	0.1%
-3.95	1	0.1%

Value	Count	Frequency (%)
29.09	1	0.1%
29.05	1	0.1%
29	1	0.1%
28.94	1	0.1%
28.9	2	0.1%
28.84	1	0.1%
28.71	1	0.1%
28.68	3	0.2%
28.66	1	0.1%
28.62	2	0.1%

Control of Corruption: Estimate
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	742
Distinct (%)	100.0%
Missing	1059
Missing (%)	58.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.17360449

Minimum	-1.6255742
Maximum	2.4591184
Zeros	0
Zeros (%)	0.0%
Negative	372
Negative (%)	20.7%
Memory size	28.1 KiB

Quantile statistics

Minimum	-1.6255742
5-th percentile	-1.1749837
Q1	-0.59750335
median	-0.013356876
Q3	0.88947529
95-th percentile	2.1235431
Maximum	2.4591184
Range	4.0846926
Interquartile range (IQR)	1.4869786

Descriptive statistics

Standard deviation	1.0064264
Coefficient of variation (CV)	5.7972368
Kurtosis	-0.63352466
Mean	0.17360449
Median Absolute Deviation (MAD)	0.7055883
Skewness	0.53037022
Sum	128.81453
Variance	1.012894
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.35064733	1	0.1%
2.110245705	1	0.1%
2.159472227	1	0.1%
2.040526152	1	0.1%
1.960848689	1	0.1%
1.975515485	1	0.1%
1.995902896	1	0.1%
2.068361998	1	0.1%
2.138006687	1	0.1%
2.089596987	1	0.1%
Other values (732)	732	40.6%
(Missing)	1059	58.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.625574231	1	0.1%
-1.531993032	1	0.1%
-1.527264118	1	0.1%
-1.502067566	1	0.1%
-1.489415765	1	0.1%
-1.471516371	1	0.1%
-1.465013862	1	0.1%
-1.44834578	1	0.1%
-1.445619464	1	0.1%
-1.442982793	1	0.1%

Value	Count	Frequency (%)
2.459118366	1	0.1%
2.454110861	1	0.1%
2.434834003	1	0.1%
2.410111427	1	0.1%
2.406824589	1	0.1%
2.389477491	1	0.1%
2.374123812	1	0.1%
2.369009733	1	0.1%
2.368235588	1	0.1%
2.321177483	1	0.1%

Use of IMF credit (DOD, current US$)
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	1199
Distinct (%)	82.7%
Missing	352
Missing (%)	19.5%
Infinite	0
Infinite (%)	0.0%
Mean	5.5621559 × 10⁸

Minimum	0
Maximum	2.8850329 × 10¹⁰
Zeros	242
Zeros (%)	13.4%
Negative	0
Negative (%)	0.0%
Memory size	28.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	8590533.6
median	65763748
Q3	2.6678719 × 10⁸
95-th percentile	2.0971474 × 10⁹
Maximum	2.8850329 × 10¹⁰
Range	2.8850329 × 10¹⁰
Interquartile range (IQR)	2.5819666 × 10⁸

Descriptive statistics

Standard deviation	2.1063488 × 10⁹
Coefficient of variation (CV)	3.7869287
Kurtosis	68.594877
Mean	5.5621559 × 10⁸
Median Absolute Deviation (MAD)	65763748
Skewness	7.4995967
Sum	8.0595639 × 10¹¹
Variance	4.4367053 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	242	13.4%
12000	4	0.2%
16140313.6	2	0.1%
8957025	2	0.1%
14786947.8	2	0.1%
14013909.4	2	0.1%
7097774	2	0.1%
7019432.5	2	0.1%
91662085.2	1	0.1%
49184434.8	1	0.1%
Other values (1189)	1189	66.0%
(Missing)	352	19.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	242	13.4%
12000	4	0.2%
69710.3	1	0.1%
101008.9	1	0.1%
354358.9	1	0.1%
354900.6	1	0.1%
367941.8	1	0.1%
383928.4	1	0.1%
387596.8	1	0.1%
416000	1	0.1%

Value	Count	Frequency (%)
2.885032896 × 10¹⁰	1	0.1%
2.558639107 × 10¹⁰	1	0.1%
2.302259808 × 10¹⁰	1	0.1%
2.131497601 × 10¹⁰	1	0.1%
1.933505715 × 10¹⁰	1	0.1%
1.599577607 × 10¹⁰	1	0.1%
1.582824523 × 10¹⁰	1	0.1%
1.477233495 × 10¹⁰	1	0.1%
1.458496762 × 10¹⁰	1	0.1%
1.437633142 × 10¹⁰	1	0.1%

Gross enrolment ratio, primary to tertiary, both sexes (%)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	1801
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	58.755614

Minimum	4.45329
Maximum	113.51159
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	28.1 KiB

Quantile statistics

Minimum	4.45329
5-th percentile	18.45332
Q1	42.27529
median	61.21061
Q3	75.23842
95-th percentile	93.34734
Maximum	113.51159
Range	109.0583
Interquartile range (IQR)	32.96313

Descriptive statistics

Standard deviation	22.610274
Coefficient of variation (CV)	0.38481896
Kurtosis	-0.56994158
Mean	58.755614
Median Absolute Deviation (MAD)	15.3975
Skewness	-0.25063913
Sum	105818.86
Variance	511.22451
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50.92417	1	0.1%
11.69478	1	0.1%
56.07063	1	0.1%
58.48752	1	0.1%
69.69496	1	0.1%
94.69988	1	0.1%
98.60754	1	0.1%
97.39507	1	0.1%
97.77402	1	0.1%
97.4608	1	0.1%
Other values (1791)	1791	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.45329	1	0.1%
5.20742	1	0.1%
5.22189	1	0.1%
5.31937	1	0.1%
5.47649	1	0.1%
5.55825	1	0.1%
5.73814	1	0.1%
5.75071	1	0.1%
6.03664	1	0.1%
6.17859	1	0.1%

Value	Count	Frequency (%)
113.51159	1	0.1%
113.42767	1	0.1%
112.46801	1	0.1%
112.36465	1	0.1%
112.0835	1	0.1%
112.05495	1	0.1%
111.43046	1	0.1%
111.10589	1	0.1%
110.0657	1	0.1%
109.66457	1	0.1%

Gross enrolment ratio, primary to tertiary, female (%)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1328
Distinct (%)	100.0%
Missing	473
Missing (%)	26.3%
Infinite	0
Infinite (%)	0.0%
Mean	59.096475

Minimum	2.38836
Maximum	122.6919
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	28.1 KiB

Quantile statistics

Minimum	2.38836
5-th percentile	11.929603
Q1	37.093595
median	63.039645
Q3	78.77745
95-th percentile	99.131642
Maximum	122.6919
Range	120.30354
Interquartile range (IQR)	41.683855

Descriptive statistics

Standard deviation	26.995701
Coefficient of variation (CV)	0.45680731
Kurtosis	-0.8476282
Mean	59.096475
Median Absolute Deviation (MAD)	19.133615
Skewness	-0.22385769
Sum	78480.118
Variance	728.76789
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.09865	1	0.1%
34.02897	1	0.1%
52.17884	1	0.1%
55.94605	1	0.1%
60.09614	1	0.1%
72.79504	1	0.1%
73.8473	1	0.1%
73.70536	1	0.1%
71.98553	1	0.1%
71.47243	1	0.1%
Other values (1318)	1318	73.2%
(Missing)	473	26.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.38836	1	0.1%
3.52024	1	0.1%
3.69333	1	0.1%
3.83421	1	0.1%
3.90983	1	0.1%
4.05133	1	0.1%
4.2108	1	0.1%
4.26355	1	0.1%
4.44357	1	0.1%
4.56034	1	0.1%

Value	Count	Frequency (%)
122.6919	1	0.1%
122.20878	1	0.1%
120.87788	1	0.1%
119.42114	1	0.1%
119.02966	1	0.1%
117.42246	1	0.1%
116.66313	1	0.1%
116.31898	1	0.1%
115.91076	1	0.1%
114.48593	1	0.1%

Gross enrolment ratio, primary to tertiary, male (%)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1328
Distinct (%)	100.0%
Missing	473
Missing (%)	26.3%
Infinite	0
Infinite (%)	0.0%
Mean	62.597012

Minimum	6.76617
Maximum	109.21123
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	28.1 KiB

Quantile statistics

Minimum	6.76617
5-th percentile	23.802591
Q1	49.183345
median	66.842065
Q3	76.5112
95-th percentile	91.387642
Maximum	109.21123
Range	102.44506
Interquartile range (IQR)	27.327855

Descriptive statistics

Standard deviation	21.019311
Coefficient of variation (CV)	0.33578777
Kurtosis	-0.27597479
Mean	62.597012
Median Absolute Deviation (MAD)	12.813535
Skewness	-0.52527143
Sum	83128.832
Variance	441.81145
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71.26862	1	0.1%
42.16719	1	0.1%
66.68293	1	0.1%
66.95442	1	0.1%
68.82968	1	0.1%
71.96006	1	0.1%
72.76231	1	0.1%
73.42181	1	0.1%
72.09901	1	0.1%
71.14254	1	0.1%
Other values (1318)	1318	73.2%
(Missing)	473	26.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.76617	1	0.1%
6.9467	1	0.1%
7.03014	1	0.1%
7.23317	1	0.1%
7.28181	1	0.1%
7.59833	1	0.1%
7.61054	1	0.1%
7.91825	1	0.1%
8.07128	1	0.1%
8.10891	1	0.1%

Value	Count	Frequency (%)
109.21123	1	0.1%
108.06169	1	0.1%
107.98403	1	0.1%
107.83812	1	0.1%
106.97398	1	0.1%
106.52531	1	0.1%
105.84017	1	0.1%
103.69312	1	0.1%
103.0023	1	0.1%
102.73885	1	0.1%

Area
Real number (ℝ)

Distinct	1447
Distinct (%)	80.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27483.802

Minimum	6
Maximum	552832
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	28.1 KiB

Quantile statistics

Minimum	6
5-th percentile	101
Q1	2237
median	8585
Q3	25951
95-th percentile	128405
Maximum	552832
Range	552826
Interquartile range (IQR)	23714

Descriptive statistics

Standard deviation	64057.226
Coefficient of variation (CV)	2.3307265
Kurtosis	31.742292
Mean	27483.802
Median Absolute Deviation (MAD)	7137
Skewness	5.1480192
Sum	49498327
Variance	4.1033283 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
114	12	0.7%
6	11	0.6%
3630	9	0.5%
10	8	0.4%
2281	8	0.4%
147	8	0.4%
71	8	0.4%
113	7	0.4%
2150	7	0.4%
11	7	0.4%
Other values (1437)	1716	95.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	11	0.6%
7	3	0.2%
9	5	0.3%
9.2	1	0.1%
9.3	2	0.1%
10	8	0.4%
10.3	1	0.1%
11	7	0.4%
11.4	1	0.1%
13	1	0.1%

Value	Count	Frequency (%)
552832	1	0.1%
550536	1	0.1%
543356	1	0.1%
535080	1	0.1%
531398	1	0.1%
531392	1	0.1%
531003	1	0.1%
522704	1	0.1%
513795	1	0.1%
504997	1	0.1%

Population
Real number (ℝ)

Distinct	1800
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43847318

Minimum	34321
Maximum	1.36704 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	28.1 KiB

Quantile statistics

Minimum	34321
5-th percentile	403211
Q1	3103760
median	7544290
Q3	23973100
95-th percentile	1.44585 × 10⁸
Maximum	1.36704 × 10⁹
Range	1.3670057 × 10⁹
Interquartile range (IQR)	20869340

Descriptive statistics

Standard deviation	1.5385416 × 10⁸
Coefficient of variation (CV)	3.5088615
Kurtosis	38.744938
Mean	43847318
Median Absolute Deviation (MAD)	5679690
Skewness	6.1176136
Sum	7.8969019 × 10¹⁰
Variance	2.3671104 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16347200	2	0.1%
24119000	1	0.1%
16440200	1	0.1%
4331280	1	0.1%
4612230	1	0.1%
5171730	1	0.1%
3717350	1	0.1%
15563300	1	0.1%
15745600	1	0.1%
15926200	1	0.1%
Other values (1790)	1790	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34321	1	0.1%
34596	1	0.1%
34852	1	0.1%
35095	1	0.1%
35322	1	0.1%
74213	1	0.1%
77675	1	0.1%
79188	1	0.1%
81151	1	0.1%
84203	1	0.1%

Value	Count	Frequency (%)
1367040000	1	0.1%
1359290000	1	0.1%
1320080000	1	0.1%
1277980000	1	0.1%
1215910000	1	0.1%
1198880000	1	0.1%
1179690000	1	0.1%
1179680000	1	0.1%
1158670000	1	0.1%
1136800000	1	0.1%

Quality of trade- and transport-related infrastructure, score (1=low to 5=high)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	65
Distinct (%)	85.5%
Missing	1725
Missing (%)	95.8%
Infinite	0
Infinite (%)	0.0%
Mean	2.6989484

Minimum	1.4
Maximum	4.29032
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	28.1 KiB

Quantile statistics

Minimum	1.4
5-th percentile	1.7756425
Q1	2.14872
median	2.53125
Q3	3.1282375
95-th percentile	4.0521875
Maximum	4.29032
Range	2.89032
Interquartile range (IQR)	0.9795175

Descriptive statistics

Standard deviation	0.71973404
Coefficient of variation (CV)	0.26667202
Kurtosis	-0.5769846
Mean	2.6989484
Median Absolute Deviation (MAD)	0.46154
Skewness	0.54077613
Sum	205.12008
Variance	0.51801708
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	4	0.2%
2.5	2	0.1%
2.33333	2	0.1%
2.83333	2	0.1%
2.25	2	0.1%
3.82353	2	0.1%
2.3	2	0.1%
2.125	2	0.1%
2.28571	2	0.1%
3.51064	1	0.1%
Other values (55)	55	3.1%
(Missing)	1725	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.4	1	0.1%
1.53333	1	0.1%
1.6875	1	0.1%
1.76923	1	0.1%
1.77778	1	0.1%
1.78261	1	0.1%
1.83333	1	0.1%
1.88889	1	0.1%
1.90909	1	0.1%
1.91667	1	0.1%

Value	Count	Frequency (%)
4.29032	1	0.1%
4.13333	1	0.1%
4.11321	1	0.1%
4.06061	1	0.1%
4.04938	1	0.1%
4	1	0.1%
3.94898	1	0.1%
3.82353	2	0.1%
3.82143	1	0.1%
3.80952	1	0.1%

Gini coefficient
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	408
Distinct (%)	100.0%
Missing	1393
Missing (%)	77.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.3776982

Minimum	0.21603719
Maximum	0.64731308
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	28.1 KiB

Quantile statistics

Minimum	0.21603719
5-th percentile	0.26898248
Q1	0.30881086
median	0.3516391
Q3	0.43781966
95-th percentile	0.54893146
Maximum	0.64731308
Range	0.43127589
Interquartile range (IQR)	0.1290088

Descriptive statistics

Standard deviation	0.090079597
Coefficient of variation (CV)	0.23849623
Kurtosis	-0.28983698
Mean	0.3776982
Median Absolute Deviation (MAD)	0.053667011
Skewness	0.78726274
Sum	154.10087
Variance	0.0081143338
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3004332658	1	0.1%
0.2762729373	1	0.1%
0.3157907692	1	0.1%
0.3059755725	1	0.1%
0.263541735	1	0.1%
0.2709081418	1	0.1%
0.3609754303	1	0.1%
0.4442544419	1	0.1%
0.3730445423	1	0.1%
0.2980002607	1	0.1%
Other values (398)	398	22.1%
(Missing)	1393	77.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2160371934	1	0.1%
0.2376631971	1	0.1%
0.2432197027	1	0.1%
0.2435475319	1	0.1%
0.2436392682	1	0.1%
0.2463486319	1	0.1%
0.2479073845	1	0.1%
0.2491279652	1	0.1%
0.2518688906	1	0.1%
0.2526974636	1	0.1%

Value	Count	Frequency (%)
0.6473130798	1	0.1%
0.6331875979	1	0.1%
0.6324036513	1	0.1%
0.613307461	1	0.1%
0.5873960008	1	0.1%
0.5868289301	1	0.1%
0.5825690382	1	0.1%
0.5811364313	1	0.1%
0.5756279188	1	0.1%
0.5727629008	1	0.1%

Total Fertilizer Use
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	478
Distinct (%)	92.5%
Missing	1284
Missing (%)	71.3%
Infinite	0
Infinite (%)	0.0%
Mean	101.45667

Minimum	0
Maximum	638.91
Zeros	38
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	28.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10.76
median	66.49
Q3	136.46
95-th percentile	342.406
Maximum	638.91
Range	638.91
Interquartile range (IQR)	125.7

Descriptive statistics

Standard deviation	118.42439
Coefficient of variation (CV)	1.167241
Kurtosis	3.389216
Mean	101.45667
Median Absolute Deviation (MAD)	59.14
Skewness	1.7743841
Sum	52453.1
Variance	14024.336
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	38	2.1%
15.97	2	0.1%
2.75	2	0.1%
4.49	1	0.1%
423.34	1	0.1%
3.82	1	0.1%
3.83	1	0.1%
6.11	1	0.1%
0.29	1	0.1%
0.24	1	0.1%
Other values (468)	468	26.0%
(Missing)	1284	71.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	38	2.1%
0.01	1	0.1%
0.05	1	0.1%
0.24	1	0.1%
0.29	1	0.1%
0.36	1	0.1%
0.38	1	0.1%
0.42	1	0.1%
0.53	1	0.1%
0.71	1	0.1%

Value	Count	Frequency (%)
638.91	1	0.1%
616.56	1	0.1%
596.01	1	0.1%
588.35	1	0.1%
571.92	1	0.1%
535.21	1	0.1%
532.87	1	0.1%
477.39	1	0.1%
465.66	1	0.1%
456.88	1	0.1%

Agriculture Research Spending
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	219
Distinct (%)	91.6%
Missing	1562
Missing (%)	86.7%
Infinite	0
Infinite (%)	0.0%
Mean	249.73891

Minimum	1.3
Maximum	4976.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	28.1 KiB

Quantile statistics

Minimum	1.3
5-th percentile	3.88
Q1	16.3
median	33.9
Q3	202.65
95-th percentile	1675.22
Maximum	4976.1
Range	4974.8
Interquartile range (IQR)	186.35

Descriptive statistics

Standard deviation	598.3624
Coefficient of variation (CV)	2.3959518
Kurtosis	26.005382
Mean	249.73891
Median Absolute Deviation (MAD)	27.7
Skewness	4.6255292
Sum	59687.6
Variance	358037.56
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	3	0.2%
22.1	3	0.2%
18.7	2	0.1%
11.9	2	0.1%
11	2	0.1%
19.7	2	0.1%
10.2	2	0.1%
15.4	2	0.1%
72.8	2	0.1%
17.7	2	0.1%
Other values (209)	217	12.0%
(Missing)	1562	86.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.3	1	0.1%
2	3	0.2%
2.2	1	0.1%
2.6	1	0.1%
2.8	1	0.1%
2.9	2	0.1%
3.1	1	0.1%
3.4	1	0.1%
3.7	1	0.1%
3.9	1	0.1%

Value	Count	Frequency (%)
4976.1	1	0.1%
4077.9	1	0.1%
2767.3	1	0.1%
2703.8	1	0.1%
2169.6	1	0.1%
2164.1	1	0.1%
2095.9	1	0.1%
2092.4	1	0.1%
1739.1	1	0.1%
1729.3	1	0.1%

GHI
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	1686
Missing (%)	93.6%
Memory size	71.1 KiB

Gross_Prod_Per_Capita
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	1801
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	209.91644

Minimum	23.165542
Maximum	1753.9443
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	28.1 KiB

Quantile statistics

Minimum	23.165542
5-th percentile	67.652159
Q1	119.43562
median	157.78599
Q3	245.73112
95-th percentile	564.6206
Maximum	1753.9443
Range	1730.7788
Interquartile range (IQR)	126.2955

Descriptive statistics

Standard deviation	158.05823
Coefficient of variation (CV)	0.75295786
Kurtosis	10.900391
Mean	209.91644
Median Absolute Deviation (MAD)	51.394729
Skewness	2.6760045
Sum	378059.51
Variance	24982.406
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
92.30672913	1	0.1%
138.3003921	1	0.1%
121.4987255	1	0.1%
123.1321942	1	0.1%
157.8462139	1	0.1%
1753.944342	1	0.1%
679.8166199	1	0.1%
622.6289249	1	0.1%
648.1878917	1	0.1%
604.1704737	1	0.1%
Other values (1791)	1791	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.16554168	1	0.1%
23.33125351	1	0.1%
24.96233508	1	0.1%
26.45506811	1	0.1%
29.92894668	1	0.1%
31.93195407	1	0.1%
32.10720846	1	0.1%
33.8273787	1	0.1%
36.08739523	1	0.1%
36.31706399	1	0.1%

Value	Count	Frequency (%)
1753.944342	1	0.1%
1037.893573	1	0.1%
1023.466619	1	0.1%
1022.689884	1	0.1%
1017.196353	1	0.1%
1016.902079	1	0.1%
1004.416993	1	0.1%
1000.823897	1	0.1%
1000.696961	1	0.1%
996.1321015	1	0.1%

Auto

Heatmap
Table

	Year	Gross_Production	GDP	GDP_Per_Capita	No of frost days	Precipitation	Avg temperature	Control of Corruption: Estimate	Use of IMF credit (DOD, current US$)	Gross enrolment ratio, primary to tertiary, both sexes (%)	Gross enrolment ratio, primary to tertiary, female (%)	Gross enrolment ratio, primary to tertiary, male (%)	Area	Population	Quality of trade- and transport-related infrastructure, score (1=low to 5=high)	Gini coefficient	Total Fertilizer Use	Agriculture Research Spending	Gross_Prod_Per_Capita
Year	1.000	0.114	0.403	0.568	0.264	-0.186	-0.184	-0.056	0.446	0.576	0.585	0.549	-0.083	0.033	NaN	-0.189	0.066	-0.011	0.246
Gross_Production	0.114	1.000	0.789	0.092	0.310	0.008	-0.278	-0.067	0.486	0.207	0.185	0.230	0.694	0.939	0.305	-0.098	0.313	0.821	0.401
GDP	0.403	0.789	1.000	0.601	0.412	-0.123	-0.375	0.393	0.530	0.587	0.584	0.608	0.431	0.669	0.753	-0.261	0.630	0.807	0.473
GDP_Per_Capita	0.568	0.092	0.601	1.000	0.328	-0.151	-0.342	0.827	0.215	0.828	0.852	0.827	-0.178	-0.117	0.813	-0.334	0.655	0.300	0.577
No of frost days	0.264	0.310	0.412	0.328	1.000	-0.354	-0.833	0.296	0.252	0.490	0.508	0.523	0.146	0.168	0.331	-0.542	0.291	0.321	0.392
Precipitation	-0.186	0.008	-0.123	-0.151	-0.354	1.000	0.159	-0.042	-0.134	-0.059	-0.041	-0.058	-0.194	0.011	-0.072	0.300	0.074	-0.056	0.010
Avg temperature	-0.184	-0.278	-0.375	-0.342	-0.833	0.159	1.000	-0.400	-0.140	-0.522	-0.558	-0.562	-0.025	-0.112	-0.409	0.559	-0.402	-0.155	-0.493
Control of Corruption: Estimate	-0.056	-0.067	0.393	0.827	0.296	-0.042	-0.400	1.000	-0.197	0.706	0.711	0.696	-0.351	-0.284	0.732	-0.426	0.572	0.129	0.449
Use of IMF credit (DOD, current US$)	0.446	0.486	0.530	0.215	0.252	-0.134	-0.140	-0.197	1.000	0.318	0.263	0.266	0.350	0.497	0.384	-0.341	0.297	0.693	0.093
Gross enrolment ratio, primary to tertiary, both sexes (%)	0.576	0.207	0.587	0.828	0.490	-0.059	-0.522	0.706	0.318	1.000	0.992	0.982	-0.151	0.008	0.719	-0.389	0.611	0.173	0.568
Gross enrolment ratio, primary to tertiary, female (%)	0.585	0.185	0.584	0.852	0.508	-0.041	-0.558	0.711	0.263	0.992	1.000	0.952	-0.200	-0.033	0.707	-0.444	0.576	0.203	0.612
Gross enrolment ratio, primary to tertiary, male (%)	0.549	0.230	0.608	0.827	0.523	-0.058	-0.562	0.696	0.266	0.982	0.952	1.000	-0.161	0.022	0.725	-0.424	0.627	0.148	0.603
Area	-0.083	0.694	0.431	-0.178	0.146	-0.194	-0.025	-0.351	0.350	-0.151	-0.200	-0.161	1.000	0.746	-0.050	0.180	-0.107	0.637	0.057
Population	0.033	0.939	0.669	-0.117	0.168	0.011	-0.112	-0.284	0.497	0.008	-0.033	0.022	0.746	1.000	0.071	0.037	0.113	0.754	0.114
Quality of trade- and transport-related infrastructure, score (1=low to 5=high)	NaN	0.305	0.753	0.813	0.331	-0.072	-0.409	0.732	0.384	0.719	0.707	0.725	-0.050	0.071	1.000	-0.366	0.658	0.578	0.548
Gini coefficient	-0.189	-0.098	-0.261	-0.334	-0.542	0.300	0.559	-0.426	-0.341	-0.389	-0.444	-0.424	0.180	0.037	-0.366	1.000	-0.288	-0.063	-0.360
Total Fertilizer Use	0.066	0.313	0.630	0.655	0.291	0.074	-0.402	0.572	0.297	0.611	0.576	0.627	-0.107	0.113	0.658	-0.288	1.000	0.456	0.565
Agriculture Research Spending	-0.011	0.821	0.807	0.300	0.321	-0.056	-0.155	0.129	0.693	0.173	0.203	0.148	0.637	0.754	0.578	-0.063	0.456	1.000	0.434
Gross_Prod_Per_Capita	0.246	0.401	0.473	0.577	0.392	0.010	-0.493	0.449	0.093	0.568	0.612	0.603	0.057	0.114	0.548	-0.360	0.565	0.434	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Country	Year	Gross_Production	GDP	GDP_Per_Capita	Country_Code	No of frost days	Precipitation	Avg temperature	Control of Corruption: Estimate	Use of IMF credit (DOD, current US$)	Gross enrolment ratio, primary to tertiary, both sexes (%)	Gross enrolment ratio, primary to tertiary, female (%)	Gross enrolment ratio, primary to tertiary, male (%)	Area	Population	Quality of trade- and transport-related infrastructure, score (1=low to 5=high)	Gini coefficient	Total Fertilizer Use	Agriculture Research Spending	GHI	Gross_Prod_Per_Capita
0	Afghanistan	2004	2226346.0	5.226779e+09	211.382074	AFG	8.27	26.62	13.19	-1.350647	NaN	50.92417	29.09865	71.26862	38064.0	24119000.0	NaN	NaN	4.49	NaN	NaN	92.306729
1	Afghanistan	2003	2289434.0	4.515559e+09	190.683814	AFG	9.27	29.15	12.47	-1.344180	NaN	44.59988	31.11663	57.12237	38899.0	23064900.0	NaN	NaN	3.22	NaN	NaN	99.260521
2	Albania	2007	824818.0	1.067732e+10	3595.038057	ALB	4.36	90.04	12.94	-0.706940	163478853.7	70.70961	71.53020	69.92852	1119.0	3023910.0	2.33333	NaN	72.18	NaN	15.8	272.765393
3	Albania	2006	858366.0	8.896073e+09	2972.742924	ALB	5.83	90.82	11.85	-0.790545	162459042.7	68.93785	68.95111	68.92506	1120.0	3054330.0	NaN	NaN	70.49	NaN	NaN	281.032501
4	Albania	2005	813707.0	8.052074e+09	2673.786584	ALB	6.11	122.86	11.61	-0.813264	158243429.0	68.66119	68.46265	68.85340	1077.0	3079180.0	NaN	0.305957	91.11	NaN	NaN	264.260940
5	Albania	2004	819870.0	7.184686e+09	2373.581292	ALB	4.97	124.48	12.20	-0.723732	169099897.6	66.21483	66.09478	66.33112	1122.0	3097750.0	NaN	NaN	83.18	NaN	NaN	264.666290
6	Albania	2003	789269.0	5.611496e+09	1846.120121	ALB	5.55	98.50	12.75	-0.853787	159415248.0	66.52603	NaN	NaN	1121.0	3111010.0	NaN	NaN	81.80	NaN	NaN	253.701852
7	Albania	2002	755188.0	4.348068e+09	1425.124219	ALB	3.91	104.91	12.60	-0.845341	144218235.1	65.96581	NaN	NaN	1140.0	3119030.0	NaN	0.317390	80.36	NaN	NaN	242.122711
8	Albania	2001	747971.0	3.922101e+09	1281.659826	ALB	4.85	96.19	12.54	NaN	141638824.6	66.36585	66.18951	66.53872	1139.0	3122410.0	NaN	NaN	NaN	NaN	NaN	239.549258
9	Albania	2000	733849.0	3.480355e+09	1126.683340	ALB	5.58	81.56	12.56	-0.855564	148425240.2	65.96461	65.42224	66.49542	1144.0	3121970.0	NaN	NaN	NaN	NaN	20.7	235.059594

	Country	Year	Gross_Production	GDP	GDP_Per_Capita	Country_Code	Precipitation	Avg temperature	Control of Corruption: Estimate	Gross enrolment ratio, primary to tertiary, both sexes (%)	Gross enrolment ratio, primary to tertiary, female (%)	Gross enrolment ratio, primary to tertiary, male (%)	Area	Population	Quality of trade- and transport-related infrastructure, score (1=low to 5=high)	Gini coefficient	Total Fertilizer Use	Agriculture Research Spending	GHI	Gross_Prod_Per_Capita
1791	Zimbabwe	1980	1096754.0	6.678868e+09	901.498415	ZWE	57.50	20.75	NaN	41.81685	NaN	NaN	12275.0	7164170.0	NaN	NaN	NaN	NaN	NaN	153.088774
1792	Zimbabwe	1979	1066642.0	5.177459e+09	723.106734	ZWE	50.42	20.60	NaN	29.99928	NaN	NaN	12215.0	6921790.0	NaN	NaN	NaN	NaN	NaN	154.099156
1793	Zimbabwe	1978	1133310.0	4.351600e+09	627.967118	ZWE	69.88	20.26	NaN	31.09332	NaN	NaN	12165.0	6703180.0	NaN	NaN	NaN	NaN	NaN	169.070501
1794	Zimbabwe	1977	1136339.0	4.364382e+09	650.155799	ZWE	79.02	20.80	NaN	34.40660	NaN	NaN	12115.0	6501890.0	NaN	NaN	NaN	NaN	NaN	174.770567
1795	Zimbabwe	1976	1190166.0	4.318372e+09	664.102756	ZWE	68.92	20.05	NaN	35.17220	NaN	NaN	12090.0	6308300.0	NaN	NaN	NaN	NaN	NaN	188.666677
1796	Zimbabwe	1975	1075245.0	4.371301e+09	694.532494	ZWE	60.95	20.21	NaN	35.55243	NaN	NaN	12055.0	6115370.0	NaN	NaN	NaN	NaN	NaN	175.826647
1797	Zimbabwe	1974	1130246.0	3.982161e+09	654.414192	ZWE	69.76	19.90	NaN	35.67601	NaN	NaN	12020.0	5920940.0	NaN	NaN	NaN	NaN	NaN	190.889622
1798	Zimbabwe	1973	939421.0	3.309354e+09	563.033078	ZWE	59.85	20.94	NaN	35.31014	NaN	NaN	11935.0	5727040.0	NaN	NaN	NaN	NaN	NaN	164.032554
1799	Zimbabwe	1972	1117550.0	2.677729e+09	471.936903	ZWE	56.73	20.57	NaN	35.27831	NaN	NaN	11900.0	5535870.0	NaN	NaN	NaN	NaN	NaN	201.874321
1800	Zimbabwe	1971	988307.0	2.178716e+09	397.795335	ZWE	49.43	21.06	NaN	33.95027	NaN	NaN	11835.0	5351200.0	NaN	NaN	NaN	NaN	NaN	184.688855

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample